BitTorrent-style LLMs come to Kalavai
Today we are thrilled to announce the release of a public Kalavai pool dedicated to host Petals workers. This is part of our wider effort to offer easy access to compute to AI developers. Do you find this useful? What other tooling would you like to see running on crowdsourced hardware?
BitTorrent-style LLMs come to Kalavai launched on December 23, 2024 with 5 votes and more than 50% of that year's launches. The site was not reachable when checked in September 2026.
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I've built a locally running Perplexity clone2024 · github.com · ▲669The video demo runs a 7b Model on a normal gaming GPU. I think it already works quite well (accounting for the limited hardware power). :)
A tool that turns everyday computers into your own AI cloud2024 · github.com · ▲5I have a favour to ask. I’ve been working for a while on Kalavai, a project to make distributed AI easy. There are brilliant tools out there to help AI hobbyists and devs on the software layer (shout out to vLLM and llamacpp amongst many others!) but it’s a jungle out there when it comes to procuring and managing the necessary hardware resources and orchestrating them. This has always led me to compromise on the size of the models I end up using (quantized versions, smaller models) to save cost or to play within the limits of my rig. Today I am happy to share the first public version of our…

We built a <60ms, open-source alternative to E2B using RustVMM and KVMApr 2026 · github.com · ▲7Over the past few months, as we scaled our internal AI Agents, we hit a dead end: Running LLM-generated arbitrary code in Docker is basically running naked on security due to container escape risks. But using full traditional VMs takes minutes to boot and eats too much memory to support high-density concurrency. We loved the developer experience of SaaS sandboxes on the market, but they are closed-source, expensive, and have too high a barrier to entry for self-hosting. So, our team decided to build our own. After months of grinding, using RustVMM and KVM, we built a blazing-fast,…
Run any Llama model finetune and more, instantly2024 · featherless.ai · ▲7Hi there, looking for feedback on my new project "Featherless.AI" The idea is to allow users to run all the models on hugging face instantly. Via the OpenAI API compatible endpoint. Why? Because its a real chore to download models and spin up GPUs, especially if you want to test multiple models. Not to mention GPUs cost multiple dollars an hour to rent. And if we want more people to use open source AI, we got to make it easier for them to try and play with all of them. So what if instead of spinning up dedicated GPUs per model (which is what every provider is doing) We can startup a LLM…
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